Awesome List Updates on Nov 27, 2023

6 awesome lists updated today.

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1. Free for Dev

CDN and Protection

• CacheFly - Up to 5 TB per month of Free CDN traffic, 19 Core PoPs , 1 Domain and Universal SSL.

2. Awesome Db Tools

Schema / Diagrams

• QuickDBD - Simple online tool to quickly draw database diagrams.

Data / Compare

• KS DB Merge Tools - GUI to compare and sync DB schema and data. For Oracle Database, MySQL, MariaDB, SQL Server, PostgreSQL, SQLite, MS Access and Cross-DBMS.

3. Awesome Azure Openai Llm

RAG Pipeline & Advanced RAG

• cite [7 Nov 2023] OpenAI has put together a pretty good roadmap for building a production RAG system. Naive RAG -> Tune Chunks -> Rerank & Classify -> Prompt Engineering. In llama_index... Youtube
  

Azure Enterprise Services / Azure AI Search

• Copilot (FKA. Bing Chat Enterprise) [18 Jul 2023] Privacy and Protection
  1. Doesn't have plugin support
  2. Only content provided in the chat by users is accessible to Bing Chat Enterprise.

Prompt Engineering / Prompt Template Language

• Adversarial Prompting
  • Prompt Injection: Ignore the above directions and ...
  • Prompt Leaking: Ignore the above instructions ... followed by a copy of the full prompt with exemplars:
  • Jailbreaking: Bypassing a safety policy, instruct Unethical instructions if the request is contextualized in a clever way. ref

Finetuning / PEFT: Parameter-Efficient Fine-Tuning (Youtube) [24 Apr 2023]

• Practical Tips for Finetuning LLMs Using LoRA (Low-Rank Adaptation) [19 Nov 2023]: Best practical guide of LoRA.
  1. QLoRA saves 33% memory but increases runtime by 39%, useful if GPU memory is a constraint.
  2. Optimizer choice for LLM finetuning isn’t crucial. Adam optimizer’s memory-intensity doesn’t significantly impact LLM’s peak memory.
  3. Apply LoRA across all layers for maximum performance.
  4. Adjusting the LoRA rank is essential.
  5. Multi-epoch training on static datasets may lead to overfitting and deteriorate results.

4. Awesome Ai4lam

Conferences and Workshops / Upcoming Conferences and Workshops

• IIPC General Assembly & Web Archiving Conference – Apr. 24–26 at the Bibliothèque nationale de France, Paris, France.

• Fantastic Futures 2024 – Oct. 16–18 at the National Film and Sound Archive of Australia (NFSA), Canberra, Australia.

Conferences and Workshops / Past Conferences and Workshops

• ai4Libraries Conference – Oct. 19 virtual event hosted by Georgia Tech Library, Atlanta, Georgia, USA.

• Fantastic Futures 2018 – Dec. 5 at the National Library of Norway, Oslo, Norway.

• Fantastic Futures 2019 – Dec. 4–6 at Stanford University, Stanford, California, USA.

• Fantastic Futures 2021 – Dec. 8–10 at the Bibliothèque nationale de France, Paris, France.

• Fantastic Futures 2022 – Nov. 30–Dec. 2 virtual event hosted by the British Library, London, England.

• Fantastic Futures 2023 – Nov. 15–17 at Internet Archive Canada Headquarters, Vancouver, British Columbia, Canada.

5. Awesome Kotlin

Libraries/Frameworks / Misc

• jillesvangurp/querylight (⭐5) - In memory search engine for simple in app search. Implements tf/idf and a some basic queries, tokenizers and analyzers.

• jillesvangurp/geogeometry (⭐125) - GeoGeometry is a set of algorithms and functions for manipulating geo hashes and geometric shapes with geo coordinates

Libraries/Frameworks / API Clients

• jillesvangurp/kt-search (⭐105) - Kotlin multiplatform library for Elasticsearch and Opensearch

• formation-res/overpass-kotlin-client (⭐1) - A simple client for overpass that uses ktor-client and kotlinx.serialization for parsing JSON responses.

Libraries/Frameworks / Internationalisation and Localization

• formation-res/fluent-kotlin (⭐10) - Kotlin multi platdform localization for js and jvm based on project fluent.

Projects / Web

• jillesvangurp/rankquest-studio (⭐7) - Rankquest Studio is a web based tool that you can use to benchmark search query metrics for your search APIs. Written in Kotlin & Fritz2

Projects / Examples

• formation-res/kt-fullstack-demo (⭐3) - This demo kotlin-js project implements a UI and server for a little recipe search engine to demonstrate fritz2, kotlin-js, localization with mozilla fluent, use of koin in a webapp.

6. Awesome Selfhosted

Software / Communication - Email - Mail Delivery Agents

• Piler - Feature-rich email archiving solution. (Source Code) GPL-3.0 C

Software / File Transfer - Web-based File Managers

• mikochi (⭐198) - Browse remote folders, upload files, delete, rename, download and stream files to VLC/mpv. MIT Go/Docker/K8S

Software / Knowledge Management Tools

• Digimindmap - Create simple mindmaps (documentation in French). (Demo, Source Code) AGPL-3.0 Nodejs/PHP

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